Detecting Perspective-Getting in Wikipedia Discussions
Evgeny Vasilets, Tijs Broek, Anna Wegmann, David Abadi, Dong Nguyen
Abstract
Perspective-getting (i.e., the effort to obtain information about the other person’s perspective) can lead to more accurate interpersonal understanding. In this paper, we develop an approach to measure perspective-getting and apply it to English Wikipedia discussions. First, we develop a codebook based on perspective-getting theory to operationalize perspective-getting into two categories: asking questions about and attending the other’s perspective. Second, we use the codebook to annotate perspective-getting in Wikipedia discussion pages. Third, we fine-tune a RoBERTa model that achieves an average F-1 score of 0.76 on the two perspective-getting categories. Last, we test whether perspective-getting is associated with discussion outcomes. Perspective-getting was not higher in non-escalated discussions. However, discussions starting with a post attending the other’s perspective are followed by responses that are more likely to also attend the other’s perspective. Future research may use our model to study the influence of perspective-getting on the dynamics and outcomes of online discussions.- Anthology ID:
- 2024.nlpcss-1.1
- Volume:
- Proceedings of the Sixth Workshop on Natural Language Processing and Computational Social Science (NLP+CSS 2024)
- Month:
- June
- Year:
- 2024
- Address:
- Mexico City, Mexico
- Editors:
- Dallas Card, Anjalie Field, Dirk Hovy, Katherine Keith
- Venues:
- NLP+CSS | WS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 1–15
- Language:
- URL:
- https://aclanthology.org/2024.nlpcss-1.1
- DOI:
- 10.18653/v1/2024.nlpcss-1.1
- Cite (ACL):
- Evgeny Vasilets, Tijs Broek, Anna Wegmann, David Abadi, and Dong Nguyen. 2024. Detecting Perspective-Getting in Wikipedia Discussions. In Proceedings of the Sixth Workshop on Natural Language Processing and Computational Social Science (NLP+CSS 2024), pages 1–15, Mexico City, Mexico. Association for Computational Linguistics.
- Cite (Informal):
- Detecting Perspective-Getting in Wikipedia Discussions (Vasilets et al., NLP+CSS-WS 2024)
- PDF:
- https://preview.aclanthology.org/nschneid-patch-4/2024.nlpcss-1.1.pdf